Rapport sur le dataset "Anime "

Dataset statistics

Number of variables	21
Number of observations	1391
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	228.3 KiB
Average record size in memory	168.1 B

Variable types

NUM	18
CAT	2
BOOL	1

Warnings

`Members` is highly correlated with `ScoredBy`	High correlation
`ScoredBy` is highly correlated with `Members`	High correlation
`EndingDate_year` is highly correlated with `StartingDate_year`	High correlation
`StartingDate_year` is highly correlated with `EndingDate_year`	High correlation
`normalizedScore` is highly correlated with `Score`	High correlation
`Score` is highly correlated with `normalizedScore`	High correlation
`normalizedScore` is highly correlated with `Score`	High correlation
`Score` is highly correlated with `normalizedScore`	High correlation
`Episodes` is highly skewed (γ1 = 21.17581687)	Skewed
`df_index` has unique values	Unique
`Type` has 333 (23.9%) zeros	Zeros
`StartingSeason` has 274 (19.7%) zeros	Zeros
`BroadcastTime` has 32 (2.3%) zeros	Zeros
`Sources` has 74 (5.3%) zeros	Zeros
`Rating` has 115 (8.3%) zeros	Zeros
`BroadcastDay` has 105 (7.5%) zeros	Zeros

Reproduction

Analysis started	2020-10-28 17:45:40.965995
Analysis finished	2020-10-28 17:46:57.618909
Duration	1 minute and 16.65 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	1391
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	769.0366643
Minimum	0
Maximum	1562
Zeros	1
Zeros (%)	0.1%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	72.5
Q1	380.5
median	762
Q3	1155.5
95-th percentile	1484.5
Maximum	1562
Range	1562
Interquartile range (IQR)	775

Descriptive statistics

Standard deviation	450.6973104
Coefficient of variation (CV)	0.5860543863
Kurtosis	-1.179967244
Mean	769.0366643
Median Absolute Deviation (MAD)	388
Skewness	0.03402664682
Sum	1069730
Variance	203128.0656
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1562	1	0.1%
513	1	0.1%
504	1	0.1%
505	1	0.1%
506	1	0.1%
507	1	0.1%
508	1	0.1%
509	1	0.1%
511	1	0.1%
512	1	0.1%
Other values (1381)	1381	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%

Value	Count	Frequency (%)
1562	1	0.1%
1561	1	0.1%
1560	1	0.1%
1559	1	0.1%
1558	1	0.1%

Type
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.44356578
Minimum	0
Maximum	5
Zeros	333
Zeros (%)	23.9%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.075086878
Coefficient of variation (CV)	0.6025982978
Kurtosis	-0.9947110193
Mean	3.44356578
Median Absolute Deviation (MAD)	0
Skewness	-0.8615442008
Sum	4790
Variance	4.305985549
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	796	57.2%
0	333	23.9%
3	184	13.2%
4	51	3.7%
2	27	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	333	23.9%
2	27	1.9%
3	184	13.2%
4	51	3.7%
5	796	57.2%

Value	Count	Frequency (%)
5	796	57.2%
4	51	3.7%
3	184	13.2%
2	27	1.9%
0	333	23.9%

Episodes
Real number (ℝ_≥0)

SKEWED

Distinct	106
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.64414091
Minimum	1
Maximum	1787
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	12
Q3	25
95-th percentile	59
Maximum	1787
Range	1786
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	58.37256211
Coefficient of variation (CV)	2.827560729
Kurtosis	609.8407683
Mean	20.64414091
Median Absolute Deviation (MAD)	11
Skewness	21.17581687
Sum	28716
Variance	3407.356007
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	401	28.8%
12	176	12.7%
13	135	9.7%
26	105	7.5%
25	64	4.6%
24	63	4.5%
2	53	3.8%
3	29	2.1%
4	25	1.8%
11	25	1.8%
Other values (96)	315	22.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	401	28.8%
2	53	3.8%
3	29	2.1%
4	25	1.8%
5	7	0.5%

Value	Count	Frequency (%)
1787	1	0.1%
500	1	0.1%
373	1	0.1%
366	1	0.1%
358	1	0.1%

Status
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

1	1386
0	5

Common Values
Chart

Value	Count	Frequency (%)
1	1386	99.6%
0	5	0.4%

StartingSeason
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.051761323
Minimum	0
Maximum	4
Zeros	274
Zeros (%)	19.7%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.340104469
Coefficient of variation (CV)	0.6531483241
Kurtosis	-1.292893389
Mean	2.051761323
Median Absolute Deviation (MAD)	1
Skewness	-0.3370269752
Sum	2854
Variance	1.795879989
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	595	42.8%
0	274	19.7%
1	253	18.2%
4	139	10.0%
2	130	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	274	19.7%
1	253	18.2%
2	130	9.3%
3	595	42.8%
4	139	10.0%

Value	Count	Frequency (%)
4	139	10.0%
3	595	42.8%
2	130	9.3%
1	253	18.2%
0	274	19.7%

BroadcastTime
Real number (ℝ_≥0)

ZEROS

Distinct	81
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	66.11358735
Minimum	0
Maximum	81
Zeros	32
Zeros (%)	2.3%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	63
median	81
Q3	81
95-th percentile	81
Maximum	81
Range	81
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	25.91222113
Coefficient of variation (CV)	0.3919348831
Kurtosis	0.7870356258
Mean	66.11358735
Median Absolute Deviation (MAD)	0
Skewness	-1.547752944
Sum	91964
Variance	671.4432037
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81	895	64.3%
63	34	2.4%
0	32	2.3%
68	26	1.9%
18	25	1.8%
67	21	1.5%
2	21	1.5%
79	18	1.3%
19	16	1.2%
65	16	1.2%
Other values (71)	287	20.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	2.3%
1	1	0.1%
2	21	1.5%
3	2	0.1%
4	15	1.1%

Value	Count	Frequency (%)
81	895	64.3%
80	1	0.1%
79	18	1.3%
78	1	0.1%
77	1	0.1%

Sources
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.310567937
Minimum	0
Maximum	13
Zeros	74
Zeros (%)	5.3%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	6
Q3	8
95-th percentile	10
Maximum	13
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.590218825
Coefficient of variation (CV)	0.4104573235
Kurtosis	1.155437527
Mean	6.310567937
Median Absolute Deviation (MAD)	1
Skewness	-0.3042376348
Sum	8778
Variance	6.709233562
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
6	693	49.8%
9	254	18.3%
5	131	9.4%
8	74	5.3%
0	74	5.3%
1	46	3.3%
4	36	2.6%
12	32	2.3%
13	25	1.8%
10	14	1.0%
Other values (4)	12	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74	5.3%
1	46	3.3%
2	8	0.6%
3	1	0.1%
4	36	2.6%

Value	Count	Frequency (%)
13	25	1.8%
12	32	2.3%
11	2	0.1%
10	14	1.0%
9	254	18.3%

Duration
Real number (ℝ_≥0)

Distinct	119
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1267.529835
Minimum	0
Maximum	3776
Zeros	3
Zeros (%)	0.2%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	89
Q1	896
median	1536
Q3	1536
95-th percentile	2336
Maximum	3776
Range	3776
Interquartile range (IQR)	640

Descriptive statistics

Standard deviation	740.4823931
Coefficient of variation (CV)	0.5841932654
Kurtosis	0.6915012534
Mean	1267.529835
Median Absolute Deviation (MAD)	64
Skewness	-0.005675816709
Sum	1763134
Variance	548314.1745
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1536	425	30.6%
1472	248	17.8%
1600	141	10.1%
1408	40	2.9%
1920	23	1.7%
1664	22	1.6%
320	16	1.2%
90	16	1.2%
100	14	1.0%
128	14	1.0%
Other values (109)	432	31.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.2%
61	5	0.4%
62	2	0.1%
63	2	0.1%
64	13	0.9%

Value	Count	Frequency (%)
3776	5	0.4%
3712	2	0.1%
3648	1	0.1%
3584	1	0.1%
3520	1	0.1%

Rating
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.914450036
Minimum	0
Maximum	4
Zeros	115
Zeros (%)	8.3%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	3
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.002450076
Coefficient of variation (CV)	0.3439585731
Kurtosis	3.306394395
Mean	2.914450036
Median Absolute Deviation (MAD)	0
Skewness	-1.827766584
Sum	4054
Variance	1.004906154
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	922	66.3%
4	293	21.1%
0	115	8.3%
2	55	4.0%
1	6	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	115	8.3%
1	6	0.4%
2	55	4.0%
3	922	66.3%
4	293	21.1%

Value	Count	Frequency (%)
4	293	21.1%
3	922	66.3%
2	55	4.0%
1	6	0.4%
0	115	8.3%

Score
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

7	923
8	453
9	15

Frequencies
Length

Value	Count	Frequency (%)
7	923	66.4%
8	453	32.6%
9	15	1.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

ScoredBy
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1384
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65447.0115
Minimum	144
Maximum	993775
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	144
5-th percentile	1466.5
Q1	7771
median	27205
Q3	74694.5
95-th percentile	278476.5
Maximum	993775
Range	993631
Interquartile range (IQR)	66923.5

Descriptive statistics

Standard deviation	103898.727
Coefficient of variation (CV)	1.587524389
Kurtosis	17.6988829
Mean	65447.0115
Median Absolute Deviation (MAD)	23210
Skewness	3.556528143
Sum	91036793
Variance	1.079494547e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2980	2	0.1%
14665	2	0.1%
5319	2	0.1%
2900	2	0.1%
42869	2	0.1%
2232	2	0.1%
1178	2	0.1%
8868	1	0.1%
46974	1	0.1%
2707	1	0.1%
Other values (1374)	1374	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
144	1	0.1%
190	1	0.1%
236	1	0.1%
290	1	0.1%
297	1	0.1%

Value	Count	Frequency (%)
993775	1	0.1%
925420	1	0.1%
902116	1	0.1%
719706	1	0.1%
675113	1	0.1%

Members
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1382
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	124220.087
Minimum	781
Maximum	1432871
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	781
5-th percentile	4734
Q1	19547
median	60379
Q3	147930
95-th percentile	490481.5
Maximum	1432871
Range	1432090
Interquartile range (IQR)	128383

Descriptive statistics

Standard deviation	173211.2713
Coefficient of variation (CV)	1.394390195
Kurtosis	10.80533956
Mean	124220.087
Median Absolute Deviation (MAD)	48512
Skewness	2.870009981
Sum	172790141
Variance	3.00021445e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10472	2	0.1%
10121	2	0.1%
17892	2	0.1%
11493	2	0.1%
11867	2	0.1%
7566	2	0.1%
20463	2	0.1%
33454	2	0.1%
143035	2	0.1%
86705	1	0.1%
Other values (1372)	1372	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
781	1	0.1%
1148	1	0.1%
1221	1	0.1%
1373	1	0.1%
1464	1	0.1%

Value	Count	Frequency (%)
1432871	1	0.1%
1322447	1	0.1%
1279860	1	0.1%
1176368	1	0.1%
996171	1	0.1%

Favorites
Real number (ℝ_≥0)

Distinct	899
Distinct (%)	64.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2521.710999
Minimum	1
Maximum	105387
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	67.5
median	351
Q3	1487.5
95-th percentile	11860
Maximum	105387
Range	105386
Interquartile range (IQR)	1420

Descriptive statistics

Standard deviation	7549.117376
Coefficient of variation (CV)	2.993648907
Kurtosis	64.69936288
Mean	2521.710999
Median Absolute Deviation (MAD)	331
Skewness	6.963697955
Sum	3507700
Variance	56989173.16
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	12	0.9%
7	11	0.8%
21	11	0.8%
4	11	0.8%
15	11	0.8%
13	11	0.8%
20	10	0.7%
9	9	0.6%
5	8	0.6%
30	8	0.6%
Other values (889)	1289	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	0.1%
2	5	0.4%
3	7	0.5%
4	11	0.8%
5	8	0.6%

Value	Count	Frequency (%)
105387	1	0.1%
90365	1	0.1%
87872	1	0.1%
63324	1	0.1%
63317	1	0.1%

StartingDate_year
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	47
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2007.849029
Minimum	1970
Maximum	2018
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1970
5-th percentile	1988.5
Q1	2005
median	2010
Q3	2014
95-th percentile	2017
Maximum	2018
Range	48
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	8.757413969
Coefficient of variation (CV)	0.004361589861
Kurtosis	2.062638308
Mean	2007.849029
Median Absolute Deviation (MAD)	5
Skewness	-1.485787204
Sum	2792918
Variance	76.69229942
Monotocity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
2016	102	7.3%
2015	102	7.3%
2014	100	7.2%
2017	98	7.0%
2011	90	6.5%
2013	86	6.2%
2009	79	5.7%
2012	77	5.5%
2010	74	5.3%
2008	67	4.8%
Other values (37)	516	37.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1970	1	0.1%
1971	1	0.1%
1974	1	0.1%
1975	1	0.1%
1976	1	0.1%

Value	Count	Frequency (%)
2018	19	1.4%
2017	98	7.0%
2016	102	7.3%
2015	102	7.3%
2014	100	7.2%

StartingDate_month
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.3465133
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.421365434
Coefficient of variation (CV)	0.5390937153
Kurtosis	-1.299437066
Mean	6.3465133
Median Absolute Deviation (MAD)	3
Skewness	-0.02043946508
Sum	8828
Variance	11.70574143
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4	301	21.6%
10	296	21.3%
7	176	12.7%
1	157	11.3%
3	83	6.0%
12	75	5.4%
8	69	5.0%
9	57	4.1%
2	55	4.0%
11	50	3.6%
Other values (2)	72	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	157	11.3%
2	55	4.0%
3	83	6.0%
4	301	21.6%
5	31	2.2%

Value	Count	Frequency (%)
12	75	5.4%
11	50	3.6%
10	296	21.3%
9	57	4.1%
8	69	5.0%

StartingDate_day
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.69590223
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	9
Q3	18
95-th percentile	27
Maximum	31
Range	30
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.169445031
Coefficient of variation (CV)	0.6984878012
Kurtosis	-0.718130622
Mean	11.69590223
Median Absolute Deviation (MAD)	5
Skewness	0.693338319
Sum	16269
Variance	66.73983212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
6	104	7.5%
4	97	7.0%
7	95	6.8%
5	91	6.5%
3	86	6.2%
8	84	6.0%
9	68	4.9%
2	55	4.0%
10	55	4.0%
1	50	3.6%
Other values (21)	606	43.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	50	3.6%
2	55	4.0%
3	86	6.2%
4	97	7.0%
5	91	6.5%

Value	Count	Frequency (%)
31	7	0.5%
30	20	1.4%
29	19	1.4%
28	20	1.4%
27	14	1.0%

EndingDate_year
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	46
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2008.308411
Minimum	1971
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1971
5-th percentile	1989
Q1	2005
median	2011
Q3	2015
95-th percentile	2017
Maximum	2019
Range	48
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.483445224
Coefficient of variation (CV)	0.004224174523
Kurtosis	2.204605875
Mean	2008.308411
Median Absolute Deviation (MAD)	4
Skewness	-1.512720427
Sum	2793557
Variance	71.96884287
Monotocity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
2016	110	7.9%
2015	109	7.8%
2017	101	7.3%
2014	94	6.8%
2013	92	6.6%
2011	85	6.1%
2010	82	5.9%
2009	77	5.5%
2012	76	5.5%
2008	66	4.7%
Other values (36)	499	35.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1971	1	0.1%
1972	1	0.1%
1975	1	0.1%
1977	1	0.1%
1978	4	0.3%

Value	Count	Frequency (%)
2019	1	0.1%
2018	29	2.1%
2017	101	7.3%
2016	110	7.9%
2015	109	7.8%

EndingDate_month
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.674335011
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	7
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.454063789
Coefficient of variation (CV)	0.5175142968
Kurtosis	-1.320565955
Mean	6.674335011
Median Absolute Deviation (MAD)	3
Skewness	0.1063500938
Sum	9284
Variance	11.93055666
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	305	21.9%
9	248	17.8%
12	199	14.3%
6	127	9.1%
4	104	7.5%
7	84	6.0%
8	67	4.8%
2	66	4.7%
10	60	4.3%
1	48	3.5%
Other values (2)	83	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	48	3.5%
2	66	4.7%
3	305	21.9%
4	104	7.5%
5	41	2.9%

Value	Count	Frequency (%)
12	199	14.3%
11	42	3.0%
10	60	4.3%
9	248	17.8%
8	67	4.8%

EndingDate_day
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.8317757
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	10.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	15
median	23
Q3	27
95-th percentile	30
Maximum	31
Range	30
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.737607278
Coefficient of variation (CV)	0.4405862294
Kurtosis	-0.5777478792
Mean	19.8317757
Median Absolute Deviation (MAD)	5
Skewness	-0.786784183
Sum	27586
Variance	76.34578095
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
26	112	8.1%
25	106	7.6%
27	91	6.5%
24	75	5.4%
28	73	5.2%
30	71	5.1%
29	70	5.0%
23	66	4.7%
20	53	3.8%
21	52	3.7%
Other values (21)	622	44.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	48	3.5%
2	28	2.0%
3	24	1.7%
4	34	2.4%
5	19	1.4%

Value	Count	Frequency (%)
31	45	3.2%
30	71	5.1%
29	70	5.0%
28	73	5.2%
27	91	6.5%

BroadcastDay
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.641984184
Minimum	0
Maximum	8
Zeros	105
Zeros (%)	7.5%
Memory size	10.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	7
Q3	7
95-th percentile	7
Maximum	8
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.276831719
Coefficient of variation (CV)	0.4035515955
Kurtosis	0.6935375993
Mean	5.641984184
Median Absolute Deviation (MAD)	0
Skewness	-1.412040961
Sum	7848
Variance	5.183962679
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
7	862	62.0%
4	110	7.9%
0	105	7.5%
3	100	7.2%
6	69	5.0%
5	54	3.9%
1	44	3.2%
8	42	3.0%
2	5	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	105	7.5%
1	44	3.2%
2	5	0.4%
3	100	7.2%
4	110	7.9%

Value	Count	Frequency (%)
8	42	3.0%
7	862	62.0%
6	69	5.0%
5	54	3.9%
4	110	7.9%

normalizedScore
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

-0.6966864842	923
1.309712894	453
3.316112271	15

Frequencies
Length

Value	Count	Frequency (%)
-0.6966864842	923	66.4%
1.309712894	453	32.6%
3.316112271	15	1.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	18.65276779
Min length	17

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	Type	Episodes	Status	StartingSeason	BroadcastTime	Sources	Duration	Rating	Score	ScoredBy	Members	Favorites	StartingDate_year	StartingDate_month	StartingDate_day	EndingDate_year	EndingDate_month	EndingDate_day	BroadcastDay	normalizedScore
0	0	5	64	1	1	59	6	1536	4	9	719706	1176368	105387	2009	4	5	2010	7	4	4	3.316112
1	1	0	1	1	3	81	9	106	3	9	454969	705186	33936	2016	8	26	2016	8	26	7	3.316112
2	2	5	51	1	1	63	6	1536	4	9	70279	194359	5597	2015	4	8	2016	3	30	8	3.316112
3	4	5	24	1	1	26	12	1536	3	9	552791	990419	90365	2011	4	6	2011	9	14	8	3.316112
4	5	3	110	1	3	81	8	1664	4	9	28452	121772	8370	1988	1	8	1997	3	17	7	3.316112
5	6	5	51	1	1	63	6	1536	3	9	90758	212238	4533	2011	4	4	2012	3	26	1	3.316112
6	7	5	148	1	0	57	6	1472	3	9	395162	705225	63324	2011	10	2	2014	9	24	4	3.316112
7	8	5	22	1	0	76	6	1600	3	9	26284	80166	1961	2017	10	14	2018	3	31	3	3.316112
8	9	5	13	1	0	63	6	1536	3	9	62582	121612	1498	2012	10	4	2013	3	28	5	3.316112
9	10	0	1	1	3	81	6	110	3	9	60295	104021	1374	2013	7	6	2013	7	6	7	3.316112

Last rows

	df_index	Type	Episodes	Status	StartingSeason	BroadcastTime	Sources	Duration	Rating	Score	ScoredBy	Members	Favorites	StartingDate_year	StartingDate_month	StartingDate_day	EndingDate_year	EndingDate_month	EndingDate_day	BroadcastDay	normalizedScore
1381	1552	0	1	1	3	81	6	93	0	7	978	2018	3	2002	4	20	2002	4	20	7	-0.696686
1382	1553	5	25	1	0	18	9	1472	4	7	45933	107062	944	2014	10	5	2015	3	29	4	-0.696686
1383	1555	5	23	1	0	81	10	1280	0	7	562	1464	2	1988	10	2	1989	3	26	7	-0.696686
1384	1556	5	12	1	4	15	1	1536	3	7	17592	51297	729	2007	1	12	2007	3	30	0	-0.696686
1385	1557	5	26	1	0	65	6	1600	4	7	2072	7405	39	1999	10	8	2000	3	31	6	-0.696686
1386	1558	5	12	1	2	81	6	1536	4	7	171506	296985	3576	2010	7	2	2010	9	17	7	-0.696686
1387	1559	3	1	1	3	81	6	1792	3	7	6062	12111	4	2013	8	6	2013	8	6	7	-0.696686
1388	1560	0	1	1	3	81	6	95	3	7	61505	104288	129	2009	8	1	2009	8	1	7	-0.696686
1389	1561	0	1	1	3	81	0	90	3	7	3054	12868	12	2012	6	9	2012	6	9	7	-0.696686
1390	1562	5	12	1	2	26	9	1536	4	7	46334	99299	330	2014	7	8	2014	9	23	6	-0.696686

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows